Overview
Brought to you by YData
Dataset statistics
| Number of variables | 29 |
|---|---|
| Number of observations | 2016 |
| Missing cells | 23 |
| Missing cells (%) | < 0.1% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 747.4 KiB |
| Average record size in memory | 379.7 B |
Variable types
| Numeric | 15 |
|---|---|
| Categorical | 13 |
| DateTime | 1 |
Contact_Cost has constant value "3" | Constant |
Total_Revenue has constant value "11" | Constant |
Annual_Income is highly overall correlated with Catalog_Orders and 9 other fields | High correlation |
Campaign_3 is highly overall correlated with Spent_Wines | High correlation |
Catalog_Orders is highly overall correlated with Annual_Income and 9 other fields | High correlation |
Spent_Fish is highly overall correlated with Annual_Income and 7 other fields | High correlation |
Spent_Fruits is highly overall correlated with Annual_Income and 7 other fields | High correlation |
Spent_Gold is highly overall correlated with Annual_Income and 8 other fields | High correlation |
Spent_Meat is highly overall correlated with Annual_Income and 8 other fields | High correlation |
Spent_Sweets is highly overall correlated with Annual_Income and 7 other fields | High correlation |
Spent_Wines is highly overall correlated with Annual_Income and 9 other fields | High correlation |
Store_Orders is highly overall correlated with Annual_Income and 8 other fields | High correlation |
Web_Orders is highly overall correlated with Annual_Income and 5 other fields | High correlation |
Web_Visits is highly overall correlated with Annual_Income and 1 other fields | High correlation |
Campaign_1 is highly imbalanced (62.9%) | Imbalance |
Campaign_2 is highly imbalanced (61.8%) | Imbalance |
Campaign_3 is highly imbalanced (62.7%) | Imbalance |
Campaign_4 is highly imbalanced (65.7%) | Imbalance |
Campaign_5 is highly imbalanced (89.7%) | Imbalance |
Complaint_Flag is highly imbalanced (92.3%) | Imbalance |
Annual_Income has 23 (1.1%) missing values | Missing |
User_Key has unique values | Unique |
Last_Visit has 22 (1.1%) zeros | Zeros |
Spent_Fruits has 361 (17.9%) zeros | Zeros |
Spent_Fish has 347 (17.2%) zeros | Zeros |
Spent_Sweets has 376 (18.7%) zeros | Zeros |
Spent_Gold has 56 (2.8%) zeros | Zeros |
Promo_Purchases has 43 (2.1%) zeros | Zeros |
Web_Orders has 47 (2.3%) zeros | Zeros |
Catalog_Orders has 524 (26.0%) zeros | Zeros |
Reproduction
| Analysis started | 2025-07-14 15:49:00.320656 |
|---|---|
| Analysis finished | 2025-07-14 15:50:14.485213 |
| Duration | 1 minute and 14.16 seconds |
| Software version | ydata-profiling vv4.16.1 |
| Download configuration | config.json |
Variables
User_Key
Real number (ℝ)
Unique
| Distinct | 2016 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5547.3606 |
| Minimum | 0 |
|---|---|
| Maximum | 11191 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 15.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 530.25 |
| Q1 | 2745.25 |
| median | 5454.5 |
| Q3 | 8373.5 |
| 95-th percentile | 10653.75 |
| Maximum | 11191 |
| Range | 11191 |
| Interquartile range (IQR) | 5628.25 |
Descriptive statistics
| Standard deviation | 3252.987 |
|---|---|
| Coefficient of variation (CV) | 0.58640266 |
| Kurtosis | -1.193306 |
| Mean | 5547.3606 |
| Median Absolute Deviation (MAD) | 2806.5 |
| Skewness | 0.041045525 |
| Sum | 11183479 |
| Variance | 10581925 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 10814 | 1 | < 0.1% |
| 5748 | 1 | < 0.1% |
| 7349 | 1 | < 0.1% |
| 2795 | 1 | < 0.1% |
| 800 | 1 | < 0.1% |
| 310 | 1 | < 0.1% |
| 9790 | 1 | < 0.1% |
| 5336 | 1 | < 0.1% |
| 3799 | 1 | < 0.1% |
| 2478 | 1 | < 0.1% |
| Other values (2006) | 2006 |
| Value | Count | Frequency (%) |
| 0 | 1 | |
| 1 | 1 | |
| 9 | 1 | |
| 13 | 1 | |
| 17 | 1 | |
| 20 | 1 | |
| 22 | 1 | |
| 24 | 1 | |
| 25 | 1 | |
| 35 | 1 |
| Value | Count | Frequency (%) |
| 11191 | 1 | |
| 11188 | 1 | |
| 11187 | 1 | |
| 11181 | 1 | |
| 11178 | 1 | |
| 11171 | 1 | |
| 11166 | 1 | |
| 11148 | 1 | |
| 11133 | 1 | |
| 11121 | 1 |
Birth_Year
Real number (ℝ)
| Distinct | 59 |
|---|---|
| Distinct (%) | 2.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1968.8289 |
| Minimum | 1893 |
|---|---|
| Maximum | 1996 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 15.9 KiB |
Quantile statistics
| Minimum | 1893 |
|---|---|
| 5-th percentile | 1950 |
| Q1 | 1959 |
| median | 1970 |
| Q3 | 1977 |
| 95-th percentile | 1988 |
| Maximum | 1996 |
| Range | 103 |
| Interquartile range (IQR) | 18 |
Descriptive statistics
| Standard deviation | 11.999503 |
|---|---|
| Coefficient of variation (CV) | 0.0060947414 |
| Kurtosis | 0.87794148 |
| Mean | 1968.8289 |
| Median Absolute Deviation (MAD) | 9 |
| Skewness | -0.38163152 |
| Sum | 3969159 |
| Variance | 143.98807 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1976 | 82 | 4.1% |
| 1975 | 77 | 3.8% |
| 1972 | 72 | 3.6% |
| 1978 | 71 | 3.5% |
| 1965 | 70 | 3.5% |
| 1971 | 70 | 3.5% |
| 1970 | 69 | 3.4% |
| 1973 | 67 | 3.3% |
| 1974 | 61 | 3.0% |
| 1969 | 61 | 3.0% |
| Other values (49) | 1316 |
| Value | Count | Frequency (%) |
| 1893 | 1 | < 0.1% |
| 1899 | 1 | < 0.1% |
| 1900 | 1 | < 0.1% |
| 1940 | 1 | < 0.1% |
| 1941 | 1 | < 0.1% |
| 1943 | 6 | 0.3% |
| 1944 | 7 | |
| 1945 | 6 | 0.3% |
| 1946 | 14 | |
| 1947 | 16 |
| Value | Count | Frequency (%) |
| 1996 | 2 | 0.1% |
| 1995 | 3 | 0.1% |
| 1994 | 3 | 0.1% |
| 1993 | 4 | 0.2% |
| 1992 | 13 | |
| 1991 | 13 | |
| 1990 | 16 | |
| 1989 | 28 | |
| 1988 | 25 | |
| 1987 | 23 |
Edu_Level
Categorical
| Distinct | 5 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 111.4 KiB |
| Graduation | |
|---|---|
| PhD | |
| Master | |
| 2n Cycle | |
| Basic | 47 |
Length
| Max length | 10 |
|---|---|
| Median length | 10 |
| Mean length | 7.515873 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Graduation |
|---|---|
| 2nd row | Graduation |
| 3rd row | Basic |
| 4th row | Graduation |
| 5th row | Graduation |
Common Values
| Value | Count | Frequency (%) |
| Graduation | 1012 | |
| PhD | 437 | |
| Master | 337 | 16.7% |
| 2n Cycle | 183 | 9.1% |
| Basic | 47 | 2.3% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| graduation | 1012 | |
| phd | 437 | |
| master | 337 | 15.3% |
| 2n | 183 | 8.3% |
| cycle | 183 | 8.3% |
| basic | 47 | 2.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| a | 2408 | |
| r | 1349 | |
| t | 1349 | |
| n | 1195 | 7.9% |
| i | 1059 | 7.0% |
| G | 1012 | 6.7% |
| u | 1012 | 6.7% |
| d | 1012 | 6.7% |
| o | 1012 | 6.7% |
| e | 520 | 3.4% |
| Other values (12) | 3224 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 15152 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| a | 2408 | |
| r | 1349 | |
| t | 1349 | |
| n | 1195 | 7.9% |
| i | 1059 | 7.0% |
| G | 1012 | 6.7% |
| u | 1012 | 6.7% |
| d | 1012 | 6.7% |
| o | 1012 | 6.7% |
| e | 520 | 3.4% |
| Other values (12) | 3224 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 15152 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| a | 2408 | |
| r | 1349 | |
| t | 1349 | |
| n | 1195 | 7.9% |
| i | 1059 | 7.0% |
| G | 1012 | 6.7% |
| u | 1012 | 6.7% |
| d | 1012 | 6.7% |
| o | 1012 | 6.7% |
| e | 520 | 3.4% |
| Other values (12) | 3224 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 15152 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| a | 2408 | |
| r | 1349 | |
| t | 1349 | |
| n | 1195 | 7.9% |
| i | 1059 | 7.0% |
| G | 1012 | 6.7% |
| u | 1012 | 6.7% |
| d | 1012 | 6.7% |
| o | 1012 | 6.7% |
| e | 520 | 3.4% |
| Other values (12) | 3224 |
Family_Status
Categorical
| Distinct | 8 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 110.5 KiB |
| Married | |
|---|---|
| Together | |
| Single | |
| Divorced | |
| Widow | 73 |
| Other values (3) | 7 |
Length
| Max length | 8 |
|---|---|
| Median length | 7 |
| Mean length | 7.0704365 |
| Min length | 4 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Single |
|---|---|
| 2nd row | Widow |
| 3rd row | Married |
| 4th row | Together |
| 5th row | Together |
Common Values
| Value | Count | Frequency (%) |
| Married | 780 | |
| Together | 519 | |
| Single | 427 | |
| Divorced | 210 | 10.4% |
| Widow | 73 | 3.6% |
| Alone | 3 | 0.1% |
| Absurd | 2 | 0.1% |
| YOLO | 2 | 0.1% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| married | 780 | |
| together | 519 | |
| single | 427 | |
| divorced | 210 | 10.4% |
| widow | 73 | 3.6% |
| alone | 3 | 0.1% |
| absurd | 2 | 0.1% |
| yolo | 2 | 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 2458 | |
| r | 2291 | |
| i | 1490 | |
| d | 1065 | |
| g | 946 | 6.6% |
| o | 805 | 5.6% |
| a | 780 | 5.5% |
| M | 780 | 5.5% |
| T | 519 | 3.6% |
| t | 519 | 3.6% |
| Other values (16) | 2601 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 14254 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| e | 2458 | |
| r | 2291 | |
| i | 1490 | |
| d | 1065 | |
| g | 946 | 6.6% |
| o | 805 | 5.6% |
| a | 780 | 5.5% |
| M | 780 | 5.5% |
| T | 519 | 3.6% |
| t | 519 | 3.6% |
| Other values (16) | 2601 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 14254 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| e | 2458 | |
| r | 2291 | |
| i | 1490 | |
| d | 1065 | |
| g | 946 | 6.6% |
| o | 805 | 5.6% |
| a | 780 | 5.5% |
| M | 780 | 5.5% |
| T | 519 | 3.6% |
| t | 519 | 3.6% |
| Other values (16) | 2601 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 14254 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| e | 2458 | |
| r | 2291 | |
| i | 1490 | |
| d | 1065 | |
| g | 946 | 6.6% |
| o | 805 | 5.6% |
| a | 780 | 5.5% |
| M | 780 | 5.5% |
| T | 519 | 3.6% |
| t | 519 | 3.6% |
| Other values (16) | 2601 |
Annual_Income
Real number (ℝ)
High correlation Missing
| Distinct | 1794 |
|---|---|
| Distinct (%) | 90.0% |
| Missing | 23 |
| Missing (%) | 1.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 52460.201 |
| Minimum | 1730 |
|---|---|
| Maximum | 666666 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 15.9 KiB |
Quantile statistics
| Minimum | 1730 |
|---|---|
| 5-th percentile | 18958.4 |
| Q1 | 35688 |
| median | 51479 |
| Q3 | 68655 |
| 95-th percentile | 84205.2 |
| Maximum | 666666 |
| Range | 664936 |
| Interquartile range (IQR) | 32967 |
Descriptive statistics
| Standard deviation | 25596.195 |
|---|---|
| Coefficient of variation (CV) | 0.48791646 |
| Kurtosis | 165.88508 |
| Mean | 52460.201 |
| Median Absolute Deviation (MAD) | 16511 |
| Skewness | 7.1441175 |
| Sum | 1.0455318 × 108 |
| Variance | 6.5516522 × 108 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 7500 | 11 | 0.5% |
| 46098 | 3 | 0.1% |
| 37760 | 3 | 0.1% |
| 67445 | 3 | 0.1% |
| 18929 | 3 | 0.1% |
| 47025 | 3 | 0.1% |
| 34176 | 3 | 0.1% |
| 83844 | 3 | 0.1% |
| 18690 | 3 | 0.1% |
| 35860 | 3 | 0.1% |
| Other values (1784) | 1955 | |
| (Missing) | 23 | 1.1% |
| Value | Count | Frequency (%) |
| 1730 | 1 | < 0.1% |
| 3502 | 1 | < 0.1% |
| 4023 | 1 | < 0.1% |
| 4428 | 1 | < 0.1% |
| 4861 | 1 | < 0.1% |
| 5305 | 1 | < 0.1% |
| 5648 | 1 | < 0.1% |
| 6560 | 1 | < 0.1% |
| 6835 | 1 | < 0.1% |
| 7500 | 11 |
| Value | Count | Frequency (%) |
| 666666 | 1 | |
| 162397 | 1 | |
| 160803 | 1 | |
| 157733 | 1 | |
| 157243 | 1 | |
| 157146 | 1 | |
| 156924 | 1 | |
| 153924 | 1 | |
| 113734 | 1 | |
| 102692 | 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 1170 | |
| 1 | 802 | |
| 2 | 44 | 2.2% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 1170 | |
| 1 | 802 | |
| 2 | 44 | 2.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 1170 | |
| 1 | 802 | |
| 2 | 44 | 2.2% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 2016 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 1170 | |
| 1 | 802 | |
| 2 | 44 | 2.2% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 2016 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 1170 | |
| 1 | 802 | |
| 2 | 44 | 2.2% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 2016 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 1170 | |
| 1 | 802 | |
| 2 | 44 | 2.2% |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 1 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 2 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 1036 | |
| 1 | 933 | |
| 2 | 47 | 2.3% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 1036 | |
| 1 | 933 | |
| 2 | 47 | 2.3% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 1036 | |
| 1 | 933 | |
| 2 | 47 | 2.3% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 2016 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 1036 | |
| 1 | 933 | |
| 2 | 47 | 2.3% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 2016 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 1036 | |
| 1 | 933 | |
| 2 | 47 | 2.3% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 2016 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 1036 | |
| 1 | 933 | |
| 2 | 47 | 2.3% |
Reg_Date
Date
| Distinct | 654 |
|---|---|
| Distinct (%) | 32.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 15.9 KiB |
| Minimum | 2012-01-08 00:00:00 |
|---|---|
| Maximum | 2014-12-06 00:00:00 |
| Invalid dates | 0 |
| Invalid dates (%) | 0.0% |
Histogram with fixed size bins (bins=50)
Last_Visit
Real number (ℝ)
Zeros
| Distinct | 100 |
|---|---|
| Distinct (%) | 5.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 49.33879 |
| Minimum | 0 |
|---|---|
| Maximum | 99 |
| Zeros | 22 |
| Zeros (%) | 1.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 15.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 4 |
| Q1 | 24.75 |
| median | 50 |
| Q3 | 74 |
| 95-th percentile | 94 |
| Maximum | 99 |
| Range | 99 |
| Interquartile range (IQR) | 49.25 |
Descriptive statistics
| Standard deviation | 28.974855 |
|---|---|
| Coefficient of variation (CV) | 0.58726319 |
| Kurtosis | -1.1985839 |
| Mean | 49.33879 |
| Median Absolute Deviation (MAD) | 25 |
| Skewness | -0.013499736 |
| Sum | 99467 |
| Variance | 839.54224 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 56 | 34 | 1.7% |
| 46 | 29 | 1.4% |
| 54 | 28 | 1.4% |
| 30 | 27 | 1.3% |
| 3 | 27 | 1.3% |
| 71 | 27 | 1.3% |
| 48 | 27 | 1.3% |
| 24 | 27 | 1.3% |
| 2 | 27 | 1.3% |
| 51 | 26 | 1.3% |
| Other values (90) | 1737 |
| Value | Count | Frequency (%) |
| 0 | 22 | |
| 1 | 22 | |
| 2 | 27 | |
| 3 | 27 | |
| 4 | 26 | |
| 5 | 13 | |
| 6 | 20 | |
| 7 | 11 | |
| 8 | 22 | |
| 9 | 22 |
| Value | Count | Frequency (%) |
| 99 | 16 | |
| 98 | 21 | |
| 97 | 17 | |
| 96 | 22 | |
| 95 | 18 | |
| 94 | 23 | |
| 93 | 21 | |
| 92 | 25 | |
| 91 | 18 | |
| 90 | 19 |
Spent_Wines
Real number (ℝ)
High correlation
| Distinct | 745 |
|---|---|
| Distinct (%) | 37.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 307.78224 |
| Minimum | 0 |
|---|---|
| Maximum | 1493 |
| Zeros | 12 |
| Zeros (%) | 0.6% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 15.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 3 |
| Q1 | 24 |
| median | 180.5 |
| Q3 | 509 |
| 95-th percentile | 1000 |
| Maximum | 1493 |
| Range | 1493 |
| Interquartile range (IQR) | 485 |
Descriptive statistics
| Standard deviation | 338.21036 |
|---|---|
| Coefficient of variation (CV) | 1.0988625 |
| Kurtosis | 0.55017365 |
| Mean | 307.78224 |
| Median Absolute Deviation (MAD) | 170.5 |
| Skewness | 1.1542065 |
| Sum | 620489 |
| Variance | 114386.24 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 2 | 38 | 1.9% |
| 6 | 35 | 1.7% |
| 1 | 33 | 1.6% |
| 5 | 32 | 1.6% |
| 4 | 29 | 1.4% |
| 3 | 29 | 1.4% |
| 9 | 26 | 1.3% |
| 8 | 26 | 1.3% |
| 12 | 24 | 1.2% |
| 10 | 22 | 1.1% |
| Other values (735) | 1722 |
| Value | Count | Frequency (%) |
| 0 | 12 | 0.6% |
| 1 | 33 | |
| 2 | 38 | |
| 3 | 29 | |
| 4 | 29 | |
| 5 | 32 | |
| 6 | 35 | |
| 7 | 20 | |
| 8 | 26 | |
| 9 | 26 |
| Value | Count | Frequency (%) |
| 1493 | 1 | |
| 1492 | 2 | |
| 1486 | 1 | |
| 1478 | 2 | |
| 1462 | 1 | |
| 1459 | 1 | |
| 1449 | 1 | |
| 1396 | 1 | |
| 1394 | 1 | |
| 1379 | 1 |
Spent_Fruits
Real number (ℝ)
High correlation Zeros
| Distinct | 154 |
|---|---|
| Distinct (%) | 7.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 26.379464 |
| Minimum | 0 |
|---|---|
| Maximum | 199 |
| Zeros | 361 |
| Zeros (%) | 17.9% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 15.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 2 |
| median | 8 |
| Q3 | 33 |
| 95-th percentile | 122.25 |
| Maximum | 199 |
| Range | 199 |
| Interquartile range (IQR) | 31 |
Descriptive statistics
| Standard deviation | 39.808018 |
|---|---|
| Coefficient of variation (CV) | 1.5090533 |
| Kurtosis | 4.1146697 |
| Mean | 26.379464 |
| Median Absolute Deviation (MAD) | 8 |
| Skewness | 2.1088263 |
| Sum | 53181 |
| Variance | 1584.6783 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 361 | 17.9% |
| 1 | 142 | 7.0% |
| 2 | 107 | 5.3% |
| 3 | 103 | 5.1% |
| 4 | 89 | 4.4% |
| 7 | 65 | 3.2% |
| 5 | 62 | 3.1% |
| 6 | 56 | 2.8% |
| 12 | 46 | 2.3% |
| 8 | 44 | 2.2% |
| Other values (144) | 941 |
| Value | Count | Frequency (%) |
| 0 | 361 | |
| 1 | 142 | 7.0% |
| 2 | 107 | 5.3% |
| 3 | 103 | 5.1% |
| 4 | 89 | 4.4% |
| 5 | 62 | 3.1% |
| 6 | 56 | 2.8% |
| 7 | 65 | 3.2% |
| 8 | 44 | 2.2% |
| 9 | 29 | 1.4% |
| Value | Count | Frequency (%) |
| 199 | 2 | |
| 197 | 1 | < 0.1% |
| 194 | 3 | |
| 193 | 2 | |
| 190 | 1 | < 0.1% |
| 189 | 1 | < 0.1% |
| 185 | 2 | |
| 184 | 1 | < 0.1% |
| 183 | 3 | |
| 178 | 3 |
Spent_Meat
Real number (ℝ)
High correlation
| Distinct | 533 |
|---|---|
| Distinct (%) | 26.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 168.10516 |
| Minimum | 0 |
|---|---|
| Maximum | 1725 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 15.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 4 |
| Q1 | 16 |
| median | 68 |
| Q3 | 232.25 |
| 95-th percentile | 689 |
| Maximum | 1725 |
| Range | 1725 |
| Interquartile range (IQR) | 216.25 |
Descriptive statistics
| Standard deviation | 225.21616 |
|---|---|
| Coefficient of variation (CV) | 1.3397338 |
| Kurtosis | 4.9935144 |
| Mean | 168.10516 |
| Median Absolute Deviation (MAD) | 60 |
| Skewness | 2.0214 |
| Sum | 338900 |
| Variance | 50722.318 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 7 | 49 | 2.4% |
| 5 | 48 | 2.4% |
| 11 | 42 | 2.1% |
| 8 | 41 | 2.0% |
| 6 | 36 | 1.8% |
| 10 | 35 | 1.7% |
| 16 | 34 | 1.7% |
| 3 | 34 | 1.7% |
| 9 | 33 | 1.6% |
| 12 | 30 | 1.5% |
| Other values (523) | 1634 |
| Value | Count | Frequency (%) |
| 0 | 1 | < 0.1% |
| 1 | 14 | 0.7% |
| 2 | 25 | |
| 3 | 34 | |
| 4 | 28 | |
| 5 | 48 | |
| 6 | 36 | |
| 7 | 49 | |
| 8 | 41 | |
| 9 | 33 |
| Value | Count | Frequency (%) |
| 1725 | 1 | |
| 1622 | 1 | |
| 1607 | 1 | |
| 1582 | 1 | |
| 984 | 1 | |
| 981 | 1 | |
| 974 | 1 | |
| 968 | 1 | |
| 961 | 1 | |
| 951 | 2 |
Spent_Fish
Real number (ℝ)
High correlation Zeros
| Distinct | 180 |
|---|---|
| Distinct (%) | 8.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 37.573413 |
| Minimum | 0 |
|---|---|
| Maximum | 259 |
| Zeros | 347 |
| Zeros (%) | 17.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 15.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 3 |
| median | 12 |
| Q3 | 50 |
| 95-th percentile | 168.25 |
| Maximum | 259 |
| Range | 259 |
| Interquartile range (IQR) | 47 |
Descriptive statistics
| Standard deviation | 54.532714 |
|---|---|
| Coefficient of variation (CV) | 1.4513644 |
| Kurtosis | 3.0864928 |
| Mean | 37.573413 |
| Median Absolute Deviation (MAD) | 12 |
| Skewness | 1.9137956 |
| Sum | 75748 |
| Variance | 2973.8169 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 347 | 17.2% |
| 2 | 141 | 7.0% |
| 3 | 114 | 5.7% |
| 4 | 96 | 4.8% |
| 6 | 72 | 3.6% |
| 7 | 63 | 3.1% |
| 8 | 53 | 2.6% |
| 10 | 49 | 2.4% |
| 13 | 46 | 2.3% |
| 12 | 43 | 2.1% |
| Other values (170) | 992 |
| Value | Count | Frequency (%) |
| 0 | 347 | |
| 1 | 9 | 0.4% |
| 2 | 141 | |
| 3 | 114 | 5.7% |
| 4 | 96 | 4.8% |
| 6 | 72 | 3.6% |
| 7 | 63 | 3.1% |
| 8 | 53 | 2.6% |
| 10 | 49 | 2.4% |
| 11 | 41 | 2.0% |
| Value | Count | Frequency (%) |
| 259 | 1 | < 0.1% |
| 258 | 3 | |
| 254 | 1 | < 0.1% |
| 253 | 1 | < 0.1% |
| 250 | 3 | |
| 246 | 1 | < 0.1% |
| 242 | 1 | < 0.1% |
| 240 | 1 | < 0.1% |
| 237 | 2 | |
| 234 | 2 |
Spent_Sweets
Real number (ℝ)
High correlation Zeros
| Distinct | 175 |
|---|---|
| Distinct (%) | 8.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 27.103671 |
| Minimum | 0 |
|---|---|
| Maximum | 263 |
| Zeros | 376 |
| Zeros (%) | 18.7% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 15.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 1 |
| median | 8 |
| Q3 | 33 |
| 95-th percentile | 128.25 |
| Maximum | 263 |
| Range | 263 |
| Interquartile range (IQR) | 32 |
Descriptive statistics
| Standard deviation | 41.34326 |
|---|---|
| Coefficient of variation (CV) | 1.525375 |
| Kurtosis | 4.5369814 |
| Mean | 27.103671 |
| Median Absolute Deviation (MAD) | 8 |
| Skewness | 2.163778 |
| Sum | 54641 |
| Variance | 1709.2652 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 376 | 18.7% |
| 1 | 140 | 6.9% |
| 2 | 109 | 5.4% |
| 3 | 95 | 4.7% |
| 4 | 73 | 3.6% |
| 5 | 61 | 3.0% |
| 6 | 58 | 2.9% |
| 8 | 53 | 2.6% |
| 7 | 49 | 2.4% |
| 12 | 41 | 2.0% |
| Other values (165) | 961 |
| Value | Count | Frequency (%) |
| 0 | 376 | |
| 1 | 140 | 6.9% |
| 2 | 109 | 5.4% |
| 3 | 95 | 4.7% |
| 4 | 73 | 3.6% |
| 5 | 61 | 3.0% |
| 6 | 58 | 2.9% |
| 7 | 49 | 2.4% |
| 8 | 53 | 2.6% |
| 9 | 39 | 1.9% |
| Value | Count | Frequency (%) |
| 263 | 1 | < 0.1% |
| 262 | 1 | < 0.1% |
| 198 | 1 | < 0.1% |
| 197 | 1 | < 0.1% |
| 196 | 1 | < 0.1% |
| 195 | 1 | < 0.1% |
| 194 | 2 | |
| 192 | 3 | |
| 191 | 1 | < 0.1% |
| 189 | 2 |
Spent_Gold
Real number (ℝ)
High correlation Zeros
| Distinct | 209 |
|---|---|
| Distinct (%) | 10.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 44.200397 |
| Minimum | 0 |
|---|---|
| Maximum | 362 |
| Zeros | 56 |
| Zeros (%) | 2.8% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 15.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 9 |
| median | 24 |
| Q3 | 57 |
| 95-th percentile | 168 |
| Maximum | 362 |
| Range | 362 |
| Interquartile range (IQR) | 48 |
Descriptive statistics
| Standard deviation | 52.310692 |
|---|---|
| Coefficient of variation (CV) | 1.1834892 |
| Kurtosis | 3.3544692 |
| Mean | 44.200397 |
| Median Absolute Deviation (MAD) | 18 |
| Skewness | 1.8517241 |
| Sum | 89108 |
| Variance | 2736.4085 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 3 | 66 | 3.3% |
| 1 | 61 | 3.0% |
| 5 | 60 | 3.0% |
| 12 | 57 | 2.8% |
| 0 | 56 | 2.8% |
| 2 | 56 | 2.8% |
| 4 | 56 | 2.8% |
| 6 | 55 | 2.7% |
| 10 | 48 | 2.4% |
| 7 | 46 | 2.3% |
| Other values (199) | 1455 |
| Value | Count | Frequency (%) |
| 0 | 56 | |
| 1 | 61 | |
| 2 | 56 | |
| 3 | 66 | |
| 4 | 56 | |
| 5 | 60 | |
| 6 | 55 | |
| 7 | 46 | |
| 8 | 37 | |
| 9 | 37 |
| Value | Count | Frequency (%) |
| 362 | 1 | < 0.1% |
| 321 | 1 | < 0.1% |
| 262 | 1 | < 0.1% |
| 249 | 1 | < 0.1% |
| 248 | 1 | < 0.1% |
| 247 | 1 | < 0.1% |
| 246 | 1 | < 0.1% |
| 245 | 1 | < 0.1% |
| 242 | 1 | < 0.1% |
| 241 | 5 |
Promo_Purchases
Real number (ℝ)
Zeros
| Distinct | 15 |
|---|---|
| Distinct (%) | 0.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.3343254 |
| Minimum | 0 |
|---|---|
| Maximum | 15 |
| Zeros | 43 |
| Zeros (%) | 2.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 15.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 1 |
| median | 2 |
| Q3 | 3 |
| 95-th percentile | 6 |
| Maximum | 15 |
| Range | 15 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.9283267 |
|---|---|
| Coefficient of variation (CV) | 0.82607452 |
| Kurtosis | 8.6317655 |
| Mean | 2.3343254 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 2.3699437 |
| Sum | 4706 |
| Variance | 3.718444 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=15)
| Value | Count | Frequency (%) |
| 1 | 864 | |
| 2 | 446 | |
| 3 | 273 | 13.5% |
| 4 | 172 | 8.5% |
| 5 | 83 | 4.1% |
| 6 | 56 | 2.8% |
| 0 | 43 | 2.1% |
| 7 | 37 | 1.8% |
| 8 | 14 | 0.7% |
| 9 | 8 | 0.4% |
| Other values (5) | 20 | 1.0% |
| Value | Count | Frequency (%) |
| 0 | 43 | 2.1% |
| 1 | 864 | |
| 2 | 446 | |
| 3 | 273 | 13.5% |
| 4 | 172 | 8.5% |
| 5 | 83 | 4.1% |
| 6 | 56 | 2.8% |
| 7 | 37 | 1.8% |
| 8 | 14 | 0.7% |
| 9 | 8 | 0.4% |
| Value | Count | Frequency (%) |
| 15 | 6 | 0.3% |
| 13 | 3 | 0.1% |
| 12 | 3 | 0.1% |
| 11 | 4 | 0.2% |
| 10 | 4 | 0.2% |
| 9 | 8 | 0.4% |
| 8 | 14 | 0.7% |
| 7 | 37 | |
| 6 | 56 | |
| 5 | 83 |
Web_Orders
Real number (ℝ)
High correlation Zeros
| Distinct | 14 |
|---|---|
| Distinct (%) | 0.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.109623 |
| Minimum | 0 |
|---|---|
| Maximum | 27 |
| Zeros | 47 |
| Zeros (%) | 2.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 15.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 4 |
| Q3 | 6 |
| 95-th percentile | 9 |
| Maximum | 27 |
| Range | 27 |
| Interquartile range (IQR) | 4 |
Descriptive statistics
| Standard deviation | 2.7860672 |
|---|---|
| Coefficient of variation (CV) | 0.67793741 |
| Kurtosis | 5.3179225 |
| Mean | 4.109623 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 1.32232 |
| Sum | 8285 |
| Variance | 7.7621704 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=14)
| Value | Count | Frequency (%) |
| 2 | 342 | |
| 1 | 309 | |
| 3 | 295 | |
| 4 | 251 | |
| 5 | 197 | |
| 6 | 192 | |
| 7 | 134 | 6.6% |
| 8 | 90 | 4.5% |
| 9 | 73 | 3.6% |
| 0 | 47 | 2.3% |
| Other values (4) | 86 | 4.3% |
| Value | Count | Frequency (%) |
| 0 | 47 | 2.3% |
| 1 | 309 | |
| 2 | 342 | |
| 3 | 295 | |
| 4 | 251 | |
| 5 | 197 | |
| 6 | 192 | |
| 7 | 134 | 6.6% |
| 8 | 90 | 4.5% |
| 9 | 73 | 3.6% |
| Value | Count | Frequency (%) |
| 27 | 2 | 0.1% |
| 25 | 1 | < 0.1% |
| 11 | 42 | 2.1% |
| 10 | 41 | 2.0% |
| 9 | 73 | 3.6% |
| 8 | 90 | 4.5% |
| 7 | 134 | |
| 6 | 192 | |
| 5 | 197 | |
| 4 | 251 |
Catalog_Orders
Real number (ℝ)
High correlation Zeros
| Distinct | 14 |
|---|---|
| Distinct (%) | 0.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.6612103 |
| Minimum | 0 |
|---|---|
| Maximum | 28 |
| Zeros | 524 |
| Zeros (%) | 26.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 15.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 2 |
| Q3 | 4 |
| 95-th percentile | 9 |
| Maximum | 28 |
| Range | 28 |
| Interquartile range (IQR) | 4 |
Descriptive statistics
| Standard deviation | 2.8900107 |
|---|---|
| Coefficient of variation (CV) | 1.0859761 |
| Kurtosis | 6.6558076 |
| Mean | 2.6612103 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 1.7438438 |
| Sum | 5365 |
| Variance | 8.3521621 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=14)
| Value | Count | Frequency (%) |
| 0 | 524 | |
| 1 | 445 | |
| 2 | 250 | |
| 3 | 170 | 8.4% |
| 4 | 166 | 8.2% |
| 5 | 128 | 6.3% |
| 6 | 111 | 5.5% |
| 7 | 72 | 3.6% |
| 10 | 48 | 2.4% |
| 8 | 47 | 2.3% |
| Other values (4) | 55 | 2.7% |
| Value | Count | Frequency (%) |
| 0 | 524 | |
| 1 | 445 | |
| 2 | 250 | |
| 3 | 170 | 8.4% |
| 4 | 166 | 8.2% |
| 5 | 128 | 6.3% |
| 6 | 111 | 5.5% |
| 7 | 72 | 3.6% |
| 8 | 47 | 2.3% |
| 9 | 35 | 1.7% |
| Value | Count | Frequency (%) |
| 28 | 2 | 0.1% |
| 22 | 1 | < 0.1% |
| 11 | 17 | 0.8% |
| 10 | 48 | 2.4% |
| 9 | 35 | 1.7% |
| 8 | 47 | 2.3% |
| 7 | 72 | |
| 6 | 111 | |
| 5 | 128 | |
| 4 | 166 |
Store_Orders
Real number (ℝ)
High correlation
| Distinct | 14 |
|---|---|
| Distinct (%) | 0.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5.8100198 |
| Minimum | 0 |
|---|---|
| Maximum | 13 |
| Zeros | 14 |
| Zeros (%) | 0.7% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 15.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 3 |
| median | 5 |
| Q3 | 8 |
| 95-th percentile | 12 |
| Maximum | 13 |
| Range | 13 |
| Interquartile range (IQR) | 5 |
Descriptive statistics
| Standard deviation | 3.2456298 |
|---|---|
| Coefficient of variation (CV) | 0.55862629 |
| Kurtosis | -0.6539452 |
| Mean | 5.8100198 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 0.68171573 |
| Sum | 11713 |
| Variance | 10.534113 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=14)
| Value | Count | Frequency (%) |
| 3 | 441 | |
| 4 | 287 | |
| 5 | 196 | |
| 2 | 196 | |
| 6 | 155 | 7.7% |
| 8 | 142 | 7.0% |
| 7 | 123 | 6.1% |
| 10 | 121 | 6.0% |
| 9 | 98 | 4.9% |
| 12 | 94 | 4.7% |
| Other values (4) | 163 | 8.1% |
| Value | Count | Frequency (%) |
| 0 | 14 | 0.7% |
| 1 | 6 | 0.3% |
| 2 | 196 | |
| 3 | 441 | |
| 4 | 287 | |
| 5 | 196 | |
| 6 | 155 | 7.7% |
| 7 | 123 | 6.1% |
| 8 | 142 | 7.0% |
| 9 | 98 | 4.9% |
| Value | Count | Frequency (%) |
| 13 | 72 | 3.6% |
| 12 | 94 | 4.7% |
| 11 | 71 | 3.5% |
| 10 | 121 | |
| 9 | 98 | 4.9% |
| 8 | 142 | |
| 7 | 123 | |
| 6 | 155 | |
| 5 | 196 | |
| 4 | 287 |
Web_Visits
Real number (ℝ)
High correlation
| Distinct | 16 |
|---|---|
| Distinct (%) | 0.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5.3209325 |
| Minimum | 0 |
|---|---|
| Maximum | 20 |
| Zeros | 8 |
| Zeros (%) | 0.4% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 15.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 3 |
| median | 6 |
| Q3 | 7 |
| 95-th percentile | 8 |
| Maximum | 20 |
| Range | 20 |
| Interquartile range (IQR) | 4 |
Descriptive statistics
| Standard deviation | 2.438052 |
|---|---|
| Coefficient of variation (CV) | 0.45820013 |
| Kurtosis | 2.0652887 |
| Mean | 5.3209325 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 0.25889462 |
| Sum | 10727 |
| Variance | 5.9440976 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=16)
| Value | Count | Frequency (%) |
| 7 | 350 | |
| 8 | 312 | |
| 6 | 310 | |
| 5 | 252 | |
| 4 | 198 | |
| 2 | 181 | |
| 3 | 180 | |
| 1 | 142 | |
| 9 | 71 | 3.5% |
| 0 | 8 | 0.4% |
| Other values (6) | 12 | 0.6% |
| Value | Count | Frequency (%) |
| 0 | 8 | 0.4% |
| 1 | 142 | |
| 2 | 181 | |
| 3 | 180 | |
| 4 | 198 | |
| 5 | 252 | |
| 6 | 310 | |
| 7 | 350 | |
| 8 | 312 | |
| 9 | 71 | 3.5% |
| Value | Count | Frequency (%) |
| 20 | 3 | 0.1% |
| 19 | 2 | 0.1% |
| 17 | 1 | < 0.1% |
| 14 | 2 | 0.1% |
| 13 | 1 | < 0.1% |
| 10 | 3 | 0.1% |
| 9 | 71 | 3.5% |
| 8 | 312 | |
| 7 | 350 | |
| 6 | 310 |
Campaign_1
Categorical
Imbalance
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 98.6 KiB |
| 0 | |
|---|---|
| 1 | 144 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 1872 | |
| 1 | 144 | 7.1% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 1872 | |
| 1 | 144 | 7.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 1872 | |
| 1 | 144 | 7.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 2016 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 1872 | |
| 1 | 144 | 7.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 2016 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 1872 | |
| 1 | 144 | 7.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 2016 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 1872 | |
| 1 | 144 | 7.1% |
Campaign_2
Categorical
Imbalance
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 98.6 KiB |
| 0 | |
|---|---|
| 1 | 150 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 1 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 1866 | |
| 1 | 150 | 7.4% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 1866 | |
| 1 | 150 | 7.4% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 1866 | |
| 1 | 150 | 7.4% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 2016 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 1866 | |
| 1 | 150 | 7.4% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 2016 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 1866 | |
| 1 | 150 | 7.4% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 2016 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 1866 | |
| 1 | 150 | 7.4% |
Campaign_3
Categorical
High correlation Imbalance
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 98.6 KiB |
| 0 | |
|---|---|
| 1 | 145 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 1 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 1871 | |
| 1 | 145 | 7.2% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 1871 | |
| 1 | 145 | 7.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 1871 | |
| 1 | 145 | 7.2% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 2016 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 1871 | |
| 1 | 145 | 7.2% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 2016 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 1871 | |
| 1 | 145 | 7.2% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 2016 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 1871 | |
| 1 | 145 | 7.2% |
Campaign_4
Categorical
Imbalance
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 98.6 KiB |
| 0 | |
|---|---|
| 1 | 129 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 1 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 1887 | |
| 1 | 129 | 6.4% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 1887 | |
| 1 | 129 | 6.4% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 1887 | |
| 1 | 129 | 6.4% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 2016 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 1887 | |
| 1 | 129 | 6.4% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 2016 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 1887 | |
| 1 | 129 | 6.4% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 2016 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 1887 | |
| 1 | 129 | 6.4% |
Campaign_5
Categorical
Imbalance
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 98.6 KiB |
| 0 | |
|---|---|
| 1 | 27 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 1989 | |
| 1 | 27 | 1.3% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 1989 | |
| 1 | 27 | 1.3% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 1989 | |
| 1 | 27 | 1.3% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 2016 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 1989 | |
| 1 | 27 | 1.3% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 2016 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 1989 | |
| 1 | 27 | 1.3% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 2016 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 1989 | |
| 1 | 27 | 1.3% |
Complaint_Flag
Categorical
Imbalance
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 98.6 KiB |
| 0 | |
|---|---|
| 1 | 19 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 1997 | |
| 1 | 19 | 0.9% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 1997 | |
| 1 | 19 | 0.9% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 1997 | |
| 1 | 19 | 0.9% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 2016 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 1997 | |
| 1 | 19 | 0.9% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 2016 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 1997 | |
| 1 | 19 | 0.9% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 2016 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 1997 | |
| 1 | 19 | 0.9% |
Contact_Cost
Categorical
Constant
| Distinct | 1 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 98.6 KiB |
| 3 |
|---|
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 3 |
|---|---|
| 2nd row | 3 |
| 3rd row | 3 |
| 4th row | 3 |
| 5th row | 3 |
Common Values
| Value | Count | Frequency (%) |
| 3 | 2016 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 3 | 2016 |
Most occurring characters
| Value | Count | Frequency (%) |
| 3 | 2016 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 2016 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 3 | 2016 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 2016 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 3 | 2016 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 2016 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 3 | 2016 |
Total_Revenue
Categorical
Constant
| Distinct | 1 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 100.5 KiB |
| 11 |
|---|
Length
| Max length | 2 |
|---|---|
| Median length | 2 |
| Mean length | 2 |
| Min length | 2 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 11 |
|---|---|
| 2nd row | 11 |
| 3rd row | 11 |
| 4th row | 11 |
| 5th row | 11 |
Common Values
| Value | Count | Frequency (%) |
| 11 | 2016 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 11 | 2016 |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 4032 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 4032 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 1 | 4032 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 4032 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 1 | 4032 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 4032 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 1 | 4032 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 1719 | |
| 1 | 297 | 14.7% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 1719 | |
| 1 | 297 | 14.7% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 1719 | |
| 1 | 297 | 14.7% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 2016 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 1719 | |
| 1 | 297 | 14.7% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 2016 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 1719 | |
| 1 | 297 | 14.7% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 2016 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 1719 | |
| 1 | 297 | 14.7% |
Interactions
Correlations
| Annual_Income | Birth_Year | Campaign_1 | Campaign_2 | Campaign_3 | Campaign_4 | Campaign_5 | Catalog_Orders | Complaint_Flag | Edu_Level | Family_Status | Kids_Count | Last_Visit | Next_Purchase | Promo_Purchases | Spent_Fish | Spent_Fruits | Spent_Gold | Spent_Meat | Spent_Sweets | Spent_Wines | Store_Orders | Teens_Count | User_Key | Web_Orders | Web_Visits | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Annual_Income | 1.000 | -0.220 | 0.000 | 0.142 | 0.445 | 0.364 | 0.061 | 0.793 | 0.000 | 0.053 | 0.000 | 0.284 | 0.019 | 0.192 | -0.207 | 0.575 | 0.579 | 0.500 | 0.819 | 0.568 | 0.827 | 0.727 | 0.178 | -0.003 | 0.569 | -0.645 |
| Birth_Year | -0.220 | 1.000 | 0.045 | 0.039 | 0.082 | 0.036 | 0.018 | -0.175 | 0.145 | 0.116 | 0.091 | 0.218 | -0.031 | 0.000 | -0.082 | -0.029 | -0.021 | -0.079 | -0.114 | 0.007 | -0.232 | -0.165 | 0.313 | 0.008 | -0.168 | 0.132 |
| Campaign_1 | 0.000 | 0.045 | 1.000 | 0.072 | 0.072 | 0.086 | 0.056 | 0.099 | 0.000 | 0.000 | 0.000 | 0.013 | 0.033 | 0.251 | 0.000 | 0.092 | 0.045 | 0.104 | 0.031 | 0.000 | 0.094 | 0.170 | 0.034 | 0.000 | 0.041 | 0.075 |
| Campaign_2 | 0.142 | 0.039 | 0.072 | 1.000 | 0.319 | 0.253 | 0.287 | 0.204 | 0.000 | 0.037 | 0.000 | 0.154 | 0.000 | 0.182 | 0.017 | 0.039 | 0.080 | 0.051 | 0.104 | 0.043 | 0.395 | 0.203 | 0.026 | 0.000 | 0.157 | 0.000 |
| Campaign_3 | 0.445 | 0.082 | 0.072 | 0.319 | 1.000 | 0.386 | 0.225 | 0.347 | 0.000 | 0.028 | 0.026 | 0.203 | 0.000 | 0.320 | 0.237 | 0.252 | 0.279 | 0.170 | 0.377 | 0.255 | 0.527 | 0.225 | 0.197 | 0.000 | 0.168 | 0.306 |
| Campaign_4 | 0.364 | 0.036 | 0.086 | 0.253 | 0.386 | 1.000 | 0.153 | 0.308 | 0.000 | 0.035 | 0.036 | 0.176 | 0.000 | 0.271 | 0.163 | 0.263 | 0.262 | 0.148 | 0.306 | 0.258 | 0.355 | 0.197 | 0.138 | 0.061 | 0.168 | 0.201 |
| Campaign_5 | 0.061 | 0.018 | 0.056 | 0.287 | 0.225 | 0.153 | 1.000 | 0.108 | 0.000 | 0.026 | 0.000 | 0.075 | 0.036 | 0.163 | 0.000 | 0.062 | 0.000 | 0.049 | 0.000 | 0.033 | 0.311 | 0.082 | 0.000 | 0.035 | 0.017 | 0.000 |
| Catalog_Orders | 0.793 | -0.175 | 0.099 | 0.204 | 0.347 | 0.308 | 0.108 | 1.000 | 0.000 | 0.066 | 0.000 | 0.386 | 0.048 | 0.210 | -0.045 | 0.653 | 0.636 | 0.648 | 0.852 | 0.629 | 0.824 | 0.711 | 0.114 | -0.026 | 0.622 | -0.528 |
| Complaint_Flag | 0.000 | 0.145 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 1.000 | 0.027 | 0.000 | 0.031 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.007 | 0.000 | 0.000 | 0.007 | 0.000 |
| Edu_Level | 0.053 | 0.116 | 0.000 | 0.037 | 0.028 | 0.035 | 0.026 | 0.066 | 0.027 | 1.000 | 0.000 | 0.067 | 0.000 | 0.084 | 0.000 | 0.060 | 0.064 | 0.062 | 0.054 | 0.061 | 0.111 | 0.104 | 0.106 | 0.000 | 0.084 | 0.053 |
| Family_Status | 0.000 | 0.091 | 0.000 | 0.000 | 0.026 | 0.036 | 0.000 | 0.000 | 0.000 | 0.000 | 1.000 | 0.043 | 0.020 | 0.145 | 0.016 | 0.054 | 0.030 | 0.058 | 0.018 | 0.000 | 0.020 | 0.025 | 0.076 | 0.000 | 0.047 | 0.000 |
| Kids_Count | 0.284 | 0.218 | 0.013 | 0.154 | 0.203 | 0.176 | 0.075 | 0.386 | 0.031 | 0.067 | 0.043 | 1.000 | 0.077 | 0.072 | 0.220 | 0.316 | 0.311 | 0.265 | 0.322 | 0.288 | 0.401 | 0.399 | 0.057 | 0.000 | 0.293 | 0.341 |
| Last_Visit | 0.019 | -0.031 | 0.033 | 0.000 | 0.000 | 0.000 | 0.036 | 0.048 | 0.000 | 0.000 | 0.020 | 0.077 | 1.000 | 0.195 | 0.003 | 0.019 | 0.020 | 0.019 | 0.038 | 0.023 | 0.033 | 0.010 | 0.047 | -0.042 | 0.002 | -0.025 |
| Next_Purchase | 0.192 | 0.000 | 0.251 | 0.182 | 0.320 | 0.271 | 0.163 | 0.210 | 0.000 | 0.084 | 0.145 | 0.072 | 0.195 | 1.000 | 0.111 | 0.128 | 0.149 | 0.134 | 0.232 | 0.117 | 0.273 | 0.146 | 0.152 | 0.017 | 0.173 | 0.125 |
| Promo_Purchases | -0.207 | -0.082 | 0.000 | 0.017 | 0.237 | 0.163 | 0.000 | -0.045 | 0.000 | 0.000 | 0.016 | 0.220 | 0.003 | 0.111 | 1.000 | -0.124 | -0.109 | 0.087 | -0.037 | -0.114 | 0.056 | 0.098 | 0.343 | -0.024 | 0.292 | 0.409 |
| Spent_Fish | 0.575 | -0.029 | 0.092 | 0.039 | 0.252 | 0.263 | 0.062 | 0.653 | 0.000 | 0.060 | 0.054 | 0.316 | 0.019 | 0.128 | -0.124 | 1.000 | 0.707 | 0.563 | 0.729 | 0.705 | 0.519 | 0.582 | 0.140 | -0.041 | 0.464 | -0.454 |
| Spent_Fruits | 0.579 | -0.021 | 0.045 | 0.080 | 0.279 | 0.262 | 0.000 | 0.636 | 0.000 | 0.064 | 0.030 | 0.311 | 0.020 | 0.149 | -0.109 | 0.707 | 1.000 | 0.564 | 0.717 | 0.693 | 0.520 | 0.584 | 0.117 | -0.018 | 0.470 | -0.439 |
| Spent_Gold | 0.500 | -0.079 | 0.104 | 0.051 | 0.170 | 0.148 | 0.049 | 0.648 | 0.000 | 0.062 | 0.058 | 0.265 | 0.019 | 0.134 | 0.087 | 0.563 | 0.564 | 1.000 | 0.638 | 0.542 | 0.573 | 0.540 | 0.000 | -0.044 | 0.578 | -0.250 |
| Spent_Meat | 0.819 | -0.114 | 0.031 | 0.104 | 0.377 | 0.306 | 0.000 | 0.852 | 0.000 | 0.054 | 0.018 | 0.322 | 0.038 | 0.232 | -0.037 | 0.729 | 0.717 | 0.638 | 1.000 | 0.701 | 0.825 | 0.783 | 0.228 | -0.021 | 0.678 | -0.488 |
| Spent_Sweets | 0.568 | 0.007 | 0.000 | 0.043 | 0.255 | 0.258 | 0.033 | 0.629 | 0.000 | 0.061 | 0.000 | 0.288 | 0.023 | 0.117 | -0.114 | 0.705 | 0.693 | 0.542 | 0.701 | 1.000 | 0.507 | 0.582 | 0.099 | -0.040 | 0.463 | -0.450 |
| Spent_Wines | 0.827 | -0.232 | 0.094 | 0.395 | 0.527 | 0.355 | 0.311 | 0.824 | 0.000 | 0.111 | 0.020 | 0.401 | 0.033 | 0.273 | 0.056 | 0.519 | 0.520 | 0.573 | 0.825 | 0.507 | 1.000 | 0.805 | 0.115 | -0.035 | 0.740 | -0.383 |
| Store_Orders | 0.727 | -0.165 | 0.170 | 0.203 | 0.225 | 0.197 | 0.082 | 0.711 | 0.007 | 0.104 | 0.025 | 0.399 | 0.010 | 0.146 | 0.098 | 0.582 | 0.584 | 0.540 | 0.783 | 0.582 | 0.805 | 1.000 | 0.085 | -0.033 | 0.678 | -0.450 |
| Teens_Count | 0.178 | 0.313 | 0.034 | 0.026 | 0.197 | 0.138 | 0.000 | 0.114 | 0.000 | 0.106 | 0.076 | 0.057 | 0.047 | 0.152 | 0.343 | 0.140 | 0.117 | 0.000 | 0.228 | 0.099 | 0.115 | 0.085 | 1.000 | 0.000 | 0.133 | 0.224 |
| User_Key | -0.003 | 0.008 | 0.000 | 0.000 | 0.000 | 0.061 | 0.035 | -0.026 | 0.000 | 0.000 | 0.000 | 0.000 | -0.042 | 0.017 | -0.024 | -0.041 | -0.018 | -0.044 | -0.021 | -0.040 | -0.035 | -0.033 | 0.000 | 1.000 | -0.032 | -0.001 |
| Web_Orders | 0.569 | -0.168 | 0.041 | 0.157 | 0.168 | 0.168 | 0.017 | 0.622 | 0.007 | 0.084 | 0.047 | 0.293 | 0.002 | 0.173 | 0.292 | 0.464 | 0.470 | 0.578 | 0.678 | 0.463 | 0.740 | 0.678 | 0.133 | -0.032 | 1.000 | -0.087 |
| Web_Visits | -0.645 | 0.132 | 0.075 | 0.000 | 0.306 | 0.201 | 0.000 | -0.528 | 0.000 | 0.053 | 0.000 | 0.341 | -0.025 | 0.125 | 0.409 | -0.454 | -0.439 | -0.250 | -0.488 | -0.450 | -0.383 | -0.450 | 0.224 | -0.001 | -0.087 | 1.000 |
Missing values
A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
Sample
| User_Key | Birth_Year | Edu_Level | Family_Status | Annual_Income | Kids_Count | Teens_Count | Reg_Date | Last_Visit | Spent_Wines | Spent_Fruits | Spent_Meat | Spent_Fish | Spent_Sweets | Spent_Gold | Promo_Purchases | Web_Orders | Catalog_Orders | Store_Orders | Web_Visits | Campaign_1 | Campaign_2 | Campaign_3 | Campaign_4 | Campaign_5 | Complaint_Flag | Contact_Cost | Total_Revenue | Next_Purchase | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 2607 | 1953 | Graduation | Single | 40464.0 | 0 | 1 | 11-01-2013 | 78 | 424 | 17 | 118 | 7 | 23 | 41 | 6 | 8 | 2 | 8 | 8 | 0 | 0 | 0 | 0 | 0 | 0 | 3 | 11 | 0 |
| 1 | 7247 | 1960 | Graduation | Widow | 47916.0 | 0 | 1 | 22-11-2012 | 72 | 505 | 0 | 26 | 0 | 0 | 75 | 5 | 7 | 4 | 6 | 6 | 0 | 1 | 0 | 0 | 0 | 0 | 3 | 11 | 0 |
| 2 | 5802 | 1972 | Basic | Married | 14188.0 | 0 | 0 | 28-02-2013 | 40 | 2 | 7 | 11 | 16 | 12 | 27 | 1 | 2 | 0 | 4 | 6 | 0 | 0 | 0 | 0 | 0 | 0 | 3 | 11 | 0 |
| 3 | 2147 | 1969 | Graduation | Together | 76653.0 | 0 | 0 | 16-08-2013 | 91 | 736 | 63 | 946 | 219 | 189 | 126 | 1 | 4 | 7 | 11 | 2 | 0 | 0 | 1 | 1 | 0 | 0 | 3 | 11 | 0 |
| 4 | 3759 | 1958 | Graduation | Together | 65196.0 | 0 | 2 | 25-07-2013 | 34 | 743 | 19 | 181 | 12 | 0 | 200 | 2 | 7 | 6 | 11 | 5 | 1 | 0 | 0 | 0 | 0 | 0 | 3 | 11 | 0 |
| 5 | 9284 | 1958 | Graduation | Together | 53977.0 | 0 | 1 | 08-06-2013 | 21 | 620 | 16 | 165 | 0 | 24 | 82 | 5 | 5 | 5 | 12 | 5 | 0 | 0 | 0 | 0 | 0 | 0 | 3 | 11 | 0 |
| 6 | 10505 | 1960 | Master | Together | 73113.0 | 0 | 0 | 26-12-2013 | 86 | 741 | 19 | 154 | 50 | 9 | 28 | 1 | 3 | 4 | 7 | 2 | 0 | 0 | 0 | 0 | 0 | 0 | 3 | 11 | 0 |
| 7 | 2579 | 1957 | Graduation | Married | 71113.0 | 0 | 1 | 17-12-2013 | 95 | 495 | 33 | 255 | 11 | 33 | 8 | 4 | 6 | 7 | 9 | 4 | 0 | 0 | 0 | 0 | 0 | 0 | 3 | 11 | 0 |
| 8 | 10779 | 1983 | Graduation | Single | 22148.0 | 0 | 0 | 13-04-2014 | 16 | 15 | 5 | 14 | 0 | 4 | 11 | 1 | 1 | 0 | 3 | 7 | 0 | 0 | 0 | 0 | 0 | 0 | 3 | 11 | 0 |
| 9 | 8079 | 1982 | Graduation | Married | 22448.0 | 1 | 0 | 26-02-2014 | 86 | 3 | 1 | 8 | 23 | 2 | 18 | 3 | 2 | 1 | 3 | 3 | 0 | 0 | 0 | 0 | 0 | 0 | 3 | 11 | 0 |
| User_Key | Birth_Year | Edu_Level | Family_Status | Annual_Income | Kids_Count | Teens_Count | Reg_Date | Last_Visit | Spent_Wines | Spent_Fruits | Spent_Meat | Spent_Fish | Spent_Sweets | Spent_Gold | Promo_Purchases | Web_Orders | Catalog_Orders | Store_Orders | Web_Visits | Campaign_1 | Campaign_2 | Campaign_3 | Campaign_4 | Campaign_5 | Complaint_Flag | Contact_Cost | Total_Revenue | Next_Purchase | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 2006 | 1048 | 1972 | Master | Married | 35641.0 | 1 | 0 | 14-07-2013 | 11 | 63 | 3 | 67 | 8 | 9 | 28 | 2 | 3 | 1 | 4 | 7 | 0 | 0 | 0 | 0 | 0 | 0 | 3 | 11 | 1 |
| 2007 | 7679 | 1985 | PhD | Single | 30298.0 | 0 | 0 | 19-05-2014 | 48 | 6 | 3 | 12 | 6 | 1 | 0 | 1 | 1 | 1 | 3 | 3 | 0 | 0 | 0 | 0 | 0 | 0 | 3 | 11 | 0 |
| 2008 | 7798 | 1972 | 2n Cycle | Together | 46344.0 | 0 | 1 | 14-12-2012 | 28 | 233 | 20 | 57 | 8 | 20 | 91 | 4 | 7 | 1 | 5 | 7 | 0 | 0 | 0 | 0 | 0 | 0 | 3 | 11 | 0 |
| 2009 | 4646 | 1951 | 2n Cycle | Married | 78497.0 | 0 | 0 | 01-12-2013 | 44 | 207 | 26 | 447 | 75 | 0 | 223 | 1 | 5 | 7 | 12 | 2 | 0 | 0 | 0 | 1 | 0 | 0 | 3 | 11 | 0 |
| 2010 | 87 | 1981 | 2n Cycle | Married | 27733.0 | 1 | 0 | 26-08-2013 | 16 | 0 | 7 | 5 | 26 | 2 | 17 | 2 | 2 | 0 | 3 | 7 | 0 | 0 | 0 | 0 | 0 | 0 | 3 | 11 | 0 |
| 2011 | 8939 | 1959 | Graduation | Divorced | 61250.0 | 0 | 1 | 16-12-2012 | 49 | 382 | 138 | 65 | 60 | 26 | 59 | 6 | 5 | 2 | 12 | 5 | 0 | 0 | 0 | 0 | 0 | 0 | 3 | 11 | 0 |
| 2012 | 7613 | 1974 | 2n Cycle | Together | 49669.0 | 1 | 0 | 24-05-2014 | 97 | 166 | 5 | 107 | 11 | 8 | 29 | 2 | 5 | 1 | 6 | 6 | 0 | 0 | 0 | 0 | 0 | 0 | 3 | 11 | 0 |
| 2013 | 9606 | 1965 | PhD | Married | 69969.0 | 0 | 0 | 27-08-2013 | 64 | 882 | 29 | 514 | 38 | 29 | 44 | 1 | 4 | 2 | 6 | 3 | 0 | 0 | 1 | 1 | 0 | 0 | 3 | 11 | 1 |
| 2014 | 11133 | 1973 | PhD | YOLO | 48432.0 | 0 | 1 | 18-10-2012 | 3 | 322 | 3 | 50 | 4 | 3 | 42 | 5 | 7 | 1 | 6 | 8 | 0 | 0 | 0 | 0 | 0 | 0 | 3 | 11 | 1 |
| 2015 | 9612 | 1987 | 2n Cycle | Single | 23830.0 | 0 | 0 | 07-02-2014 | 3 | 1 | 8 | 6 | 4 | 8 | 16 | 1 | 1 | 0 | 3 | 7 | 0 | 0 | 0 | 0 | 0 | 0 | 3 | 11 | 0 |